diff --git a/17_autoencoders_and_gans.ipynb b/17_autoencoders_and_gans.ipynb
index fa989a8..e345bc9 100644
--- a/17_autoencoders_and_gans.ipynb
+++ b/17_autoencoders_and_gans.ipynb
@@ -467,7 +467,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Training one Autoencoder at a time"
+    "## Training one Autoencoder at a Time"
    ]
   },
   {
diff --git a/18_reinforcement_learning.ipynb b/18_reinforcement_learning.ipynb
index 55458ae..fb744dd 100644
--- a/18_reinforcement_learning.ipynb
+++ b/18_reinforcement_learning.ipynb
@@ -2566,7 +2566,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "## Deque vs rotating list"
+    "## Deque vs Rotating List"
    ]
   },
   {
diff --git a/environment-windows.yml b/environment-windows.yml
new file mode 100644
index 0000000..b922f9b
--- /dev/null
+++ b/environment-windows.yml
@@ -0,0 +1,52 @@
+name: tf2
+channels:
+  - conda-forge
+  - defaults
+dependencies:
+  - graphviz
+  - imageio=2.6.1
+  - ipython=7.10.1
+  - ipywidgets=7.5.1
+  - joblib=0.14.0
+  - jupyter=1.0.0
+  - matplotlib=3.1.2
+  - nbdime=1.1.0
+  - nltk=3.4.5
+  - numexpr=2.7.0
+  - numpy=1.17.3
+  - pandas=0.25.3
+  - pillow=6.2.1
+  - pip
+  - py-xgboost=0.90
+  - pydot=1.4.1
+  - pyopengl=3.1.3b2
+  - python=3.7
+  - python-graphviz
+  - requests=2.22.0
+  - scikit-image=0.16.2
+  - scikit-learn=0.22
+  - scipy=1.3.1
+  - tqdm=4.40.0
+  - tensorflow-gpu=2.0.0 # or tensorflow-gpu if gpu
+  - tensorboard=2.0.0
+  - tensorflow-datasets=1.2.0
+  - tensorflow-estimator=2.0.0
+  - tensorflow-hub=0.7.0
+  - tensorflow-metadata=0.14.0
+  - tensorflow-probability=0.7
+  - wheel
+  - widgetsnbextension=3.5.1
+  - pip:
+    #- atari_py==0.2.6 # NOT ON WINDOWS YET
+    - gym==0.15.4
+    - opencv-python==4.1.2.30
+    - psutil==5.6.7
+    - pyglet==1.3.2
+    #- tensorflow-data-validation=0.15.0 # NOT ON WINDOWS YET
+    #- tensorflow-model-analysis=0.15.4 # NOT ON WINDOWS YET
+    - tensorflow-serving-api-gpu=2.0.0 # or tensorflow-serving-api-gpu if gpu
+    #- tensorflow-transform=0.15.0 # NOT ON WINDOWS YET
+    - tf-agents==0.3.0rc0
+    #- tfx=0.15.0 # NOT ON WINDOWS YET
+    - urlextract==0.13.0
+    #- pyvirtualdisplay # add if on headless server
diff --git a/environment.yml b/environment.yml
index 95525a9..d4b275e 100644
--- a/environment.yml
+++ b/environment.yml
@@ -4,49 +4,51 @@ channels:
   - defaults
 dependencies:
   - graphviz
-  - imageio=2.6.0
-  - ipython=7.8.0
+  - imageio=2.6.1
+  - ipython=7.10.1
   - ipywidgets=7.5.1
-  - joblib=0.13.2
+  - joblib=0.14.0
   - jupyter=1.0.0
-  - matplotlib=3.1.1
+  - matplotlib=3.1.2
   - nbdime=1.1.0
   - nltk=3.4.5
   - numexpr=2.7.0
-  - numpy=1.17.2
-  - pandas=0.25.1
-  - pillow=6.2.0
-  - pip=19.2.3
+  - numpy=1.17.3
+  - pandas=0.25.3
+  - pillow=6.2.1
+  - pip
   - py-xgboost=0.90
   - pydot=1.4.1
-  - pyopengl=3.1.1a1
+  - pyopengl=3.1.3b2
   - python=3.7
-  - python-graphviz=0.10.1
+  - python-graphviz
   - requests=2.22.0
-  - scikit-image=0.15.0
-  - scikit-learn=0.20.3
-  - scipy=1.1.0
-  - tqdm=4.36.1
-  - wheel=0.33.6
+  - scikit-image=0.16.2
+  - scikit-learn=0.22
+  - scipy=1.3.1
+  - tqdm=4.40.0
+  - tensorboard=2.0.0
+  - tensorflow=2.0.0 # or tensorflow-gpu if gpu
+  - tensorflow-addons=0.6.0
+  - tensorflow-base=2.0.0
+  - tensorflow-datasets=1.2.0
+  - tensorflow-estimator=2.0.0
+  - tensorflow-hub=0.7.0
+  - tensorflow-metadata=0.15.1
+  - tensorflow-probability=0.7
+  - wheel
   - widgetsnbextension=3.5.1
   - pip:
     - atari-py==0.2.6
-    - gym==0.15.3
-    - opencv-python==4.1.1.26
-    - psutil==5.6.3
+    - gym==0.15.4
+    - opencv-python==4.1.2.30
+    - psutil==5.6.7
     - pyglet==1.3.2
-    - tensorboard==2.0.0
-    - tensorflow==2.0.0
-    - tensorflow-addons==0.6.0
-    - tensorflow-data-validation==0.15.0
-    - tensorflow-datasets==1.3.0
-    - tensorflow-estimator==2.0.0
-    - tensorflow-hub==0.6.0
-    - tensorflow-metadata==0.15.0
-    - tensorflow-model-analysis==0.15.2
-    - tensorflow-serving-api==2.0.0
-    - tensorflow-transform==0.15.0
-    - tf-agents-nightly
-    - tfp-nightly
-    - tfx==0.15.0rc0
+    - tensorflow-data-validation=0.15.0
+    - tensorflow-model-analysis=0.15.4
+    - tensorflow-serving-api=2.0.0 # or tensorflow-serving-api-gpu if gpu
+    - tensorflow-transform=0.15.0
+    - tf-agents==0.3.0rc0
+    - tfx=0.15.0
     - urlextract==0.13.0
+    #- pyvirtualdisplay # add if on headless server